response_df %>%
mutate(prop = n/14) %>%
select(everything(), n, prop)
## # A tibble: 30 x 5
## time_point survey_period n overall_time_point prop
## <chr> <chr> <int> <int> <dbl>
## 1 1 orig 11 1 0.786
## 2 2 orig 12 2 0.857
## 3 3 orig 14 3 1
## 4 4 orig 11 4 0.786
## 5 5 orig 11 5 0.786
## 6 6 orig 11 6 0.786
## 7 7 orig 13 7 0.929
## 8 8 orig 13 8 0.929
## 9 01 covid 14 9 1
## 10 02 covid 14 10 1
## # … with 20 more rows
purposes %>%
knitr::kable()
| platform | finding material for class | sharing my materials | sharing my experiences | learning about or reviewing curricular content | learning about or reviewing teaching strategies | connecting with other educators | seeking emotional support | following or engaging with specific organizations (e.g., NCTM) | following or engaging with specific websites (e.g., Teachers Pay Teachers) |
|---|---|---|---|---|---|---|---|---|---|
| 0.0362694 | 0.0284974 | 0.0388601 | 0.0207254 | 0.0440415 | 0.0906736 | 0.0259067 | 0.0155440 | 0.0155440 | |
| 0.1994819 | 0.2409326 | 0.3730570 | 0.1968912 | 0.1761658 | 0.4533679 | 0.3316062 | 0.1424870 | 0.1373057 | |
| 0.0077720 | 0.0103627 | 0.0103627 | 0.0103627 | 0.0103627 | 0.0181347 | 0.0025907 | 0.0025907 | 0.0103627 | |
| 0.2435233 | 0.0854922 | 0.0129534 | 0.1062176 | 0.0829016 | 0.0595855 | 0.0155440 | 0.0336788 | 0.0518135 | |
| 0.0647668 | 0.0803109 | 0.1088083 | 0.0569948 | 0.0440415 | 0.1373057 | 0.0906736 | 0.0492228 | 0.0336788 | |
| 0.0025907 | 0.0103627 | 0.0051813 | 0.0129534 | 0.0051813 | 0.0051813 | 0.0025907 | 0.0025907 | 0.0000000 | |
| Blogs | 0.3108808 | 0.1424870 | 0.1243523 | 0.2720207 | 0.3031088 | 0.2046632 | 0.1217617 | 0.1709845 | 0.2357513 |
| Other | 0.0233161 | 0.0077720 | 0.0077720 | 0.0233161 | 0.0284974 | 0.0129534 | 0.0051813 | 0.0025907 | 0.0259067 |
knitr::include_graphics(here("img", "all-teachers-how.png"))
actions %>%
knitr::kable()
| platform | creating posts or pages | sharing or reposting others’ posts | replying to others’ posts | bookmarking or saving posts or pages | searching (through a search bar or function) | subscribed to or followed a person, page, or resource | contacted a page or other user privately |
|---|---|---|---|---|---|---|---|
| 0.0414508 | 0.0569948 | 0.0233161 | 0.0233161 | 0.0518135 | 0.0362694 | 0.0129534 | |
| 0.2875648 | 0.3626943 | 0.4119171 | 0.2590674 | 0.1683938 | 0.1761658 | 0.1735751 | |
| 0.0025907 | 0.0051813 | 0.0000000 | 0.0103627 | 0.0025907 | 0.0233161 | 0.0155440 | |
| 0.0854922 | 0.0984456 | 0.0466321 | 0.2176166 | 0.2124352 | 0.1243523 | 0.0518135 | |
| 0.0880829 | 0.1010363 | 0.0958549 | 0.0595855 | 0.0440415 | 0.0751295 | 0.0518135 | |
| 0.0000000 | 0.0025907 | 0.0077720 | 0.0103627 | 0.0025907 | 0.0051813 | 0.0051813 | |
| Blogs | 0.0829016 | 0.0803109 | 0.1683938 | 0.2772021 | 0.2150259 | 0.1476684 | 0.1373057 |
| Other | 0.0025907 | 0.0051813 | 0.0051813 | 0.0259067 | 0.0310881 | 0.0025907 | 0.0051813 |
knitr::include_graphics(here("img", "all-teachers-why.png"))
purposes_m %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| finding material for class | survey_periodorig | 0.1663744 | 0.1209364 | 1.3757184 | 0.1689088 | 0.5478303 | FALSE |
| sharing my materials | survey_periodorig | 0.1393740 | 0.1457305 | 0.9563817 | 0.3388794 | 0.5810647 | FALSE |
| sharing my experiences | survey_periodorig | -0.2792333 | 0.1537540 | -1.8161045 | 0.0693543 | 0.4275478 | FALSE |
| learning about or reviewing curricular content | survey_periodorig | 0.2557173 | 0.1335931 | 1.9141501 | 0.0556010 | 0.4187805 | FALSE |
| learning about or reviewing teaching strategies | survey_periodorig | -0.0062864 | 0.1422387 | -0.0441962 | 0.9647480 | 0.3580001 | FALSE |
| connecting with other educators | survey_periodorig | -0.1432599 | 0.1232451 | -1.1623979 | 0.2450739 | 0.4517757 | FALSE |
| seeking emotional support | survey_periodorig | -0.1602810 | 0.1572690 | -1.0191522 | 0.3081307 | 0.4620966 | FALSE |
| following or engaging with specific organizations (e.g., NCTM) | survey_periodorig | 0.0478310 | 0.1755763 | 0.2724230 | 0.7852968 | 0.4409726 | FALSE |
| following or engaging with specific websites (e.g., Teachers Pay Teachers) | survey_periodorig | 0.0817741 | 0.1622305 | 0.5040610 | 0.6142185 | 0.3908084 | FALSE |
actions_m %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| creating posts or pages | survey_periodorig | -0.1662107 | 0.1586666 | -1.0475469 | 0.2948474 | 0.5463832 | FALSE |
| sharing or reposting others’ posts | survey_periodorig | -0.1248356 | 0.1424485 | -0.8763556 | 0.3808368 | 0.4145747 | FALSE |
| replying to others’ posts | survey_periodorig | -0.1184308 | 0.1389876 | -0.8520959 | 0.3941609 | 0.4828700 | FALSE |
| bookmarking or saving posts or pages | survey_periodorig | 0.1308785 | 0.1218250 | 1.0743160 | 0.2826811 | 0.4840198 | FALSE |
| searching (through a search bar or function) | survey_periodorig | 0.1608071 | 0.1343668 | 1.1967776 | 0.2313933 | 0.3199920 | FALSE |
| subscribed to or followed a person, page, or resource | survey_periodorig | 0.2626363 | 0.1422756 | 1.8459691 | 0.0648967 | 0.4141245 | FALSE |
| contacted a page or other user privately | survey_periodorig | -0.3814475 | 0.1932199 | -1.9741628 | 0.0483632 | 0.6175104 | TRUE |
stress_m %>%
knitr::kable()
| effect | term | estimate | std.error | statistic | p.value | icc | warning |
|---|---|---|---|---|---|---|---|
| finding material for class | m | 0.1877094 | 0.0837965 | 2.2400637 | 0.0250868 | 0.5111489 | FALSE |
| sharing my materials | m | 0.1476225 | 0.0977313 | 1.5104937 | 0.1309175 | 0.5371708 | FALSE |
| sharing my experiences | m | -0.0022559 | 0.0935187 | -0.0241225 | 0.9807549 | 0.4199227 | FALSE |
| learning about or reviewing curricular content | m | 0.1584288 | 0.0999792 | 1.5846182 | 0.1130531 | 0.4800896 | FALSE |
| learning about or reviewing teaching strategies | m | 0.0768568 | 0.1066980 | 0.7203214 | 0.4713272 | 0.4465239 | FALSE |
| connecting with other educators | m | 0.0406765 | 0.0847574 | 0.4799171 | 0.6312863 | 0.3892748 | FALSE |
| seeking emotional support | m | 0.0979806 | 0.1025792 | 0.9551701 | 0.3394917 | 0.4887436 | FALSE |
| following or engaging with specific organizations (e.g., NCTM) | m | 0.0600974 | 0.1246459 | 0.4821447 | 0.6297032 | 0.5177759 | FALSE |
| following or engaging with specific websites (e.g., Teachers Pay Teachers) | m | 0.1999313 | 0.1163608 | 1.7182007 | 0.0857600 | 0.5115318 | FALSE |